Zero-Shot Learning on NUS-WIDE
Metric: mAP (higher is better)
Metric: mAP (higher is better)
| # | Model↕ | mAP▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MKT(CLIP) | 42.7 | No | Open-Vocabulary Multi-Label Classification via M... | 2022-07-05 | Code |
| 2 | ADDS (ViT-L-336, resolution 336) | 39.01 | No | Open Vocabulary Multi-Label Classification with ... | 2022-08-19 | - |
| 3 | MKT(IN-1K) | 37.6 | No | Open-Vocabulary Multi-Label Classification via M... | 2022-07-05 | Code |
| 4 | ADDS (ViT-B-32, resolution 224) | 36.56 | No | Open Vocabulary Multi-Label Classification with ... | 2022-08-19 | - |
| 5 | ML-Decoder | 31.1 | No | ML-Decoder: Scalable and Versatile Classificatio... | 2021-11-25 | Code |
| 6 | BiAM | 26.3 | No | Discriminative Region-based Multi-Label Zero-Sho... | 2021-08-20 | Code |
| 7 | SDL | 25.9 | No | Semantic Diversity Learning for Zero-Shot Multi-... | 2021-05-12 | Code |
| 8 | ZSL_Generative_MLZSL | 25.7 | No | Generative Multi-Label Zero-Shot Learning | 2021-01-27 | Code |
| 9 | LESA | 19.4 | No | - | - | Code |
| 10 | fast0tag | 15.1 | No | Fast Zero-Shot Image Tagging | 2016-05-31 | - |